{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np  #矩阵操作\n",
    "import pandas as pd #SQL数据处理\n",
    "import matplotlib.pyplot as plot \n",
    "from sklearn.metrics import r2_score # 评价回归预测模型的性能。\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "#设置字体，标签尺寸，大小\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_context('talk')\n",
    "\n",
    "plot.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "#pandas 显示数据框架 到表格\n",
    "from IPython.display import display,HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpath='/root/data/'\n",
    "data=pd.read_csv(dpath+'day.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没有缺失数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()\n",
    "data.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "categoriol_feature=['season','mnth','weathersit','weekday']\n",
    "for i in categoriol_feature:\n",
    "    print ('\\n%s属性的不同取值和出现的次数'%i)\n",
    "    print(data[i].value_counts())\n",
    "    data[i] = data[i].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f55a3765cf8>"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data=data[['yr','cnt']],x='yr',y='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5,1,'dayly distribution of counts')]"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "data['date'] = pd.to_datetime(data['dteday'])\n",
    "data['dayofyear'] = data[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plot.subplots()\n",
    "sns.pointplot(data=data[['dayofyear',\n",
    "                           'cnt',\n",
    "                           'yr']],\n",
    "             x='dayofyear',y='cnt',\n",
    "             hue='yr',ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对全体数据，随机选择其中80%做训练数据，剩下20%为测试数据，评价指标为RMSE。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 18)"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#用训练数据训练最小二乘线性回归模型\n",
    "data.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import datetime\n",
    "#dteday = data['dteday']\n",
    "#dteday = data.drop(\"dteday\",axis=1)\n",
    "#data['dteday'] = data['dteday'].datetime.day\n",
    "\n",
    "#today = datetime.datetime #获得今天的日期\n",
    "\n",
    "#print(today) #输出今天日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据准备 从原始数据中分离特征x 和输出 y\n",
    "X=data.drop(\"cnt\",axis=1)\n",
    "\n",
    "X=X.drop(\"date\",axis=1)\n",
    "X=X.drop(\"dteday\",axis=1)\n",
    "X=X.drop(\"casual\",axis=1)\n",
    "X=X.drop(\"registered\",axis=1)\n",
    "#X=data.drop_duplicates(\"cnt\",\"dteday\",True)\n",
    "#y=data.cnt\n",
    "y=data['cnt'].values\n",
    "columns=X.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     instant season  yr mnth  holiday weekday  workingday weathersit  \\\n",
      "630      631      3   1    9        0       6           0          1   \n",
      "192      193      3   0    7        0       2           1          1   \n",
      "275      276      4   0   10        0       1           1          2   \n",
      "367      368      1   1    1        0       2           1          1   \n",
      "296      297      4   0   10        0       1           1          1   \n",
      "633      634      4   1    9        0       2           1          1   \n",
      "705      706      4   1   12        0       4           1          1   \n",
      "400      401      1   1    2        0       0           0          2   \n",
      "175      176      3   0    6        0       6           0          1   \n",
      "325      326      4   0   11        0       2           1          3   \n",
      "322      323      4   0   11        0       6           0          1   \n",
      "142      143      2   0    5        0       1           1          2   \n",
      "682      683      4   1   11        0       2           1          2   \n",
      "645      646      4   1   10        0       0           0          2   \n",
      "42        43      1   0    2        0       6           0          1   \n",
      "155      156      2   0    6        0       0           0          2   \n",
      "510      511      2   1    5        0       5           1          1   \n",
      "38        39      1   0    2        0       2           1          1   \n",
      "470      471      2   1    4        0       0           0          1   \n",
      "597      598      3   1    8        0       1           1          2   \n",
      "125      126      2   0    5        0       5           1          1   \n",
      "347      348      4   0   12        0       3           1          2   \n",
      "183      184      3   0    7        0       0           0          2   \n",
      "702      703      4   1   12        0       1           1          1   \n",
      "177      178      3   0    6        0       1           1          2   \n",
      "451      452      2   1    3        0       2           1          1   \n",
      "396      397      1   1    2        0       3           1          1   \n",
      "567      568      3   1    7        0       6           0          3   \n",
      "357      358      1   0   12        0       6           0          1   \n",
      "256      257      3   0    9        0       3           1          1   \n",
      "..       ...    ...  ..  ...      ...     ...         ...        ...   \n",
      "519      520      2   1    6        0       0           0          1   \n",
      "579      580      3   1    8        0       4           1          1   \n",
      "650      651      4   1   10        0       5           1          1   \n",
      "7          8      1   0    1        0       6           0          2   \n",
      "595      596      3   1    8        0       6           0          1   \n",
      "99       100      2   0    4        0       0           0          2   \n",
      "535      536      2   1    6        0       2           1          1   \n",
      "403      404      1   1    2        0       3           1          2   \n",
      "344      345      4   0   12        0       0           0          1   \n",
      "84        85      2   0    3        0       6           0          1   \n",
      "528      529      2   1    6        0       2           1          2   \n",
      "246      247      3   0    9        0       0           0          1   \n",
      "614      615      3   1    9        0       4           1          2   \n",
      "592      593      3   1    8        0       3           1          1   \n",
      "662      663      4   1   10        0       3           1          1   \n",
      "395      396      1   1    1        0       2           1          1   \n",
      "172      173      3   0    6        0       3           1          1   \n",
      "543      544      3   1    6        0       3           1          1   \n",
      "545      546      3   1    6        0       5           1          1   \n",
      "398      399      1   1    2        0       5           1          1   \n",
      "61        62      1   0    3        0       4           1          1   \n",
      "102      103      2   0    4        0       3           1          2   \n",
      "195      196      3   0    7        0       5           1          1   \n",
      "57        58      1   0    2        0       0           0          1   \n",
      "201      202      3   0    7        0       4           1          2   \n",
      "658      659      4   1   10        0       6           0          1   \n",
      "578      579      3   1    8        0       3           1          1   \n",
      "728      729      1   1   12        0       6           0          2   \n",
      "391      392      1   1    1        0       5           1          2   \n",
      "20        21      1   0    1        0       5           1          1   \n",
      "\n",
      "         temp     atemp       hum  windspeed  dayofyear  \n",
      "630  0.650000  0.610488  0.646667   0.283583        266  \n",
      "192  0.794167  0.739275  0.559167   0.200254        193  \n",
      "275  0.384167  0.392046  0.760833   0.083346        276  \n",
      "367  0.150000  0.126275  0.441250   0.365671          3  \n",
      "296  0.463333  0.457067  0.772083   0.118792        297  \n",
      "633  0.550000  0.544179  0.570000   0.236321        269  \n",
      "705  0.255833  0.258204  0.508750   0.174754        341  \n",
      "400  0.265833  0.264521  0.687917   0.175996         36  \n",
      "175  0.695000  0.643313  0.483333   0.209571        176  \n",
      "325  0.416667  0.421696  0.962500   0.118792        326  \n",
      "322  0.329167  0.324483  0.502083   0.224496        323  \n",
      "142  0.631667  0.590296  0.810000   0.233842        143  \n",
      "682  0.343333  0.323225  0.662917   0.342046        318  \n",
      "645  0.415833  0.419813  0.708333   0.141162        281  \n",
      "42   0.222500  0.232954  0.544167   0.203367         43  \n",
      "155  0.648333  0.616804  0.652500   0.138692        156  \n",
      "510  0.680000  0.627529  0.747083   0.140550        146  \n",
      "38   0.220833  0.198246  0.537917   0.361950         39  \n",
      "470  0.606667  0.573875  0.507917   0.225129        106  \n",
      "597  0.635833  0.595967  0.734167   0.129979        233  \n",
      "125  0.479167  0.474117  0.590000   0.228246        126  \n",
      "347  0.317500  0.338362  0.663750   0.060958        348  \n",
      "183  0.716667  0.668575  0.682500   0.228858        184  \n",
      "702  0.452500  0.455796  0.767500   0.082721        338  \n",
      "177  0.682500  0.637004  0.658333   0.107588        178  \n",
      "451  0.323333  0.315654  0.290000   0.187192         87  \n",
      "396  0.469167  0.466538  0.507917   0.189067         32  \n",
      "567  0.595833  0.549912  0.865417   0.213300        203  \n",
      "357  0.302500  0.299242  0.542500   0.190304        358  \n",
      "256  0.673333  0.626900  0.697083   0.167300        257  \n",
      "..        ...       ...       ...        ...        ...  \n",
      "519  0.602500  0.575133  0.493333   0.184087        155  \n",
      "579  0.752500  0.707088  0.659583   0.129354        215  \n",
      "650  0.437500  0.433071  0.539167   0.235092        286  \n",
      "7    0.165000  0.162254  0.535833   0.266804          8  \n",
      "595  0.678333  0.618071  0.603333   0.177867        231  \n",
      "99   0.426667  0.426737  0.857500   0.146767        100  \n",
      "535  0.688333  0.654692  0.690000   0.148017        171  \n",
      "403  0.256667  0.266421  0.722917   0.133721         39  \n",
      "344  0.220833  0.253154  0.490000   0.066542        345  \n",
      "84   0.265833  0.257571  0.394167   0.209571         85  \n",
      "528  0.653333  0.597875  0.833333   0.214546        164  \n",
      "246  0.709167  0.665429  0.742083   0.206467        247  \n",
      "614  0.696667  0.655329  0.810417   0.142421        250  \n",
      "592  0.706667  0.654037  0.619583   0.169771        228  \n",
      "662  0.587500  0.558721  0.636250   0.072779        298  \n",
      "395  0.390000  0.381317  0.416667   0.261817         31  \n",
      "172  0.733333  0.693829  0.707500   0.172262        173  \n",
      "543  0.697500  0.640792  0.360000   0.271775        179  \n",
      "545  0.834167  0.786613  0.488750   0.165417        181  \n",
      "398  0.313333  0.309346  0.526667   0.178496         34  \n",
      "61   0.198333  0.200133  0.318333   0.225754         62  \n",
      "102  0.412500  0.417283  0.819167   0.250617        103  \n",
      "195  0.663333  0.624371  0.591250   0.182833        196  \n",
      "57   0.343478  0.351109  0.680000   0.125248         58  \n",
      "201  0.815000  0.826371  0.691250   0.222021        202  \n",
      "658  0.484167  0.472842  0.572917   0.117537        294  \n",
      "578  0.717500  0.667308  0.677500   0.141179        214  \n",
      "728  0.253333  0.242400  0.752917   0.124383        364  \n",
      "391  0.425000  0.415383  0.741250   0.342667         27  \n",
      "20   0.177500  0.157833  0.457083   0.353242         21  \n",
      "\n",
      "[584 rows x 13 columns]\n"
     ]
    }
   ],
   "source": [
    "#将数据分割训练数据和测试数据。\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=33, test_size=0.2)\n",
    "X_train.shape\n",
    "print(X_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [],
   "source": [
    "#样本数据标准化\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "ss_X=StandardScaler()\n",
    "ss_y=StandardScaler()\n",
    "\n",
    "#分别将训练和测试数据特征及其目标值进行标准化处理\n",
    "\n",
    "X_train = ss_X.fit_transform(X_train)\n",
    "X_test = ss_X.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>columns</th>\n",
       "      <th>coef</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>yr</td>\n",
       "      <td>862.908192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>mnth</td>\n",
       "      <td>824.267579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>season</td>\n",
       "      <td>586.618437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>atemp</td>\n",
       "      <td>479.748252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>temp</td>\n",
       "      <td>454.509301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>instant</td>\n",
       "      <td>196.733029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>weekday</td>\n",
       "      <td>134.143960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>workingday</td>\n",
       "      <td>87.058395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>holiday</td>\n",
       "      <td>-56.264869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>hum</td>\n",
       "      <td>-103.235684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>windspeed</td>\n",
       "      <td>-171.937104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>weathersit</td>\n",
       "      <td>-382.892218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>dayofyear</td>\n",
       "      <td>-1094.653924</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       columns         coef\n",
       "2           yr   862.908192\n",
       "3         mnth   824.267579\n",
       "1       season   586.618437\n",
       "9        atemp   479.748252\n",
       "8         temp   454.509301\n",
       "0      instant   196.733029\n",
       "5      weekday   134.143960\n",
       "6   workingday    87.058395\n",
       "4      holiday   -56.264869\n",
       "10         hum  -103.235684\n",
       "11   windspeed  -171.937104\n",
       "7   weathersit  -382.892218\n",
       "12   dayofyear -1094.653924"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入线性回归包\n",
    "from sklearn.linear_model import LinearRegression\n",
    "#使用默认配置初始化\n",
    "lr=LinearRegression()\n",
    "\n",
    "#训练模型参数。\n",
    "lr.fit(X_train,y_train)\n",
    "\n",
    "#预测\n",
    "y_test_pridict_lr=lr.predict(X_test)\n",
    "y_train_predict_lr=lr.predict(X_train)\n",
    "\n",
    "#看看各特征的权重系数，\n",
    "fs = pd.DataFrame({'columns':list(columns),'coef':list((lr.coef_.T))})\n",
    "fs.sort_values(by=['coef'],ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集r2_test_score is 0.823795891798455\n",
      "训练集r2_test_score is 0.7944464297551577\n"
     ]
    }
   ],
   "source": [
    "#使用 最小二乘回归模型 r2_score 在测试集和训练集上的性能，并输出评估结果。\n",
    "\n",
    "r2_test=r2_score(y_test,y_test_pridict_lr)\n",
    "r2_train=r2_score(y_train,y_train_predict_lr)\n",
    "print('测试集r2_test_score is',r2_test)\n",
    "print('训练集r2_test_score is',r2_train)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "#正则化的线性回归，岭回归 L2+正则\n",
    "\n",
    "from sklearn.linear_model import RidgeCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "使用岭回归模型评估测试性能 RidgeCV is 0.8254683844068509\n",
      "使用岭回归模型评估训练性能 RidgeCV is 0.7929669263091468\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#设置 超参数（正则参数）范围（0.1,1.0,10） 三个范围数值\n",
    "alphas=[0.01,0.1,1,10,100]\n",
    "ridge=RidgeCV(alphas=alphas,store_cv_values=True)\n",
    "#开始模型训练\n",
    "ridge.fit(X_train,y_train)\n",
    "\n",
    "#预测\n",
    "y_test_predict_ridge=ridge.predict(X_test)\n",
    "y_train_preidict_ridge=ridge.predict(X_train)\n",
    "\n",
    "#评估 使用r2_socre评估模型评价在测试集和训练集上的性能\n",
    "r2_test_score=r2_score(y_test,y_test_predict_ridge)\n",
    "r2_train_score=r2_score(y_train,y_train_preidict_ridge)\n",
    "print('使用岭回归模型评估【测试性能】 RidgeCV is',r2_test_score)\n",
    "print('使用岭回归模型评估【训练性能】 RidgeCV is',r2_train_score)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [],
   "source": [
    "#使用正则化的线性回归模型训练数据 L1正则==》Lasso\n",
    "from sklearn.linear_model import LassoCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "使用Lasso模型训练数据的测试性能 Lasso is 0.8243363552084013\n",
      "使用Lasso模型训练数据的训练性能 Lasso is 0.7943310203858585\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n",
      "  ConvergenceWarning)\n"
     ]
    }
   ],
   "source": [
    "#设置超参数 模型搜索范围\n",
    "alphas=[0.01,0.1,1,10,100]\n",
    "lasso=LassoCV(alphas=alphas)\n",
    "\n",
    "#训练\n",
    "lasso.fit(X_train,y_train)\n",
    "\n",
    "#预测\n",
    "y_test_predict_lasso=lasso.predict(X_test)\n",
    "y_train_predict_laaso=lasso.predict(X_train)\n",
    "\n",
    "#评估，使用r2_score评估模型 评价Lasso模型在测试集合训练集上性能\n",
    "\n",
    "r2_test_lasso=r2_score(y_test,y_test_predict_lasso)\n",
    "r2_train_lasso=r2_score(y_train,y_train_predict_laaso)\n",
    "\n",
    "print('使用Lasso模型训练数据的测试性能 Lasso is',r2_test_lasso)\n",
    "\n",
    "print('使用Lasso模型训练数据的训练性能 Lasso is',r2_train_lasso)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "模型对比：通过以上 最小二线性回归模型，岭回归模型及其 Lasso模型的训练和测试性能可以看出：测试性能 岭回归的值比较高，训练性能最小二线性回归的值最高。\n",
    "\n"
   ]
  }
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